MCP Server
The AI agent calls tools from Claude Code, Desktop, or Cursor to install, configure, and query apps that cut log cost and extend history past analyzer retention.
Install
Guides install of log10x apps that enable models to investigate cost, reduce volume, and reach past analyzer retention. The agent inspects the current env, adapts the Helm charts to it, and offers the rendered values for review.
Cost
Pinpoints cost drivers by alert content or service, forecasts savings, and tracks spend over time. The Reporter feeds the data.
Cap & Compact
Drops noisy events, or losslessly strips repeating values (severity, service, field names) from log lines that recur, cutting ingestion 50%+. Splunk and Elasticsearch plugins put them back at search time. Recommendations come from the Reporter; the agent opens a pull request, and merging deploys the rules.
Historical Baseline
Creates long-term baselines from past events in S3 beyond analyzer retention, for regression analysis and incident replay. The Retriever indexes the data.
Workflow
Prompts route through the MCP from inspection to apply, then ongoing operate.
graph LR
A["<div style='font-size: 14px;'>💬 Prompt</div><div style='font-size: 10px; text-align: center;'>From AI Agent</div>"] --> B["<div style='font-size: 14px;'>🔍 Inspect</div><div style='font-size: 10px; text-align: center;'>Cluster + Apps</div>"]
B --> C["<div style='font-size: 14px;'>💡 Advise</div><div style='font-size: 10px; text-align: center;'>Helm or Rules</div>"]
C --> D["<div style='font-size: 14px;'>🚀 Apply</div><div style='font-size: 10px; text-align: center;'>Via Git + Helm</div>"]
D --> E["<div style='font-size: 14px;'>📈 Operate</div><div style='font-size: 10px; text-align: center;'>Query the Apps</div>"]
classDef prompt fill:#7c3aed88,stroke:#6d28d9,color:#ffffff,stroke-width:2px,rx:8,ry:8
classDef inspect fill:#9333ea88,stroke:#7c3aed,color:#ffffff,stroke-width:2px,rx:8,ry:8
classDef advise fill:#2563eb88,stroke:#1d4ed8,color:#ffffff,stroke-width:2px,rx:8,ry:8
classDef apply fill:#ea580c88,stroke:#c2410c,color:#ffffff,stroke-width:2px,rx:8,ry:8
classDef operate fill:#16a34a88,stroke:#15803d,color:#ffffff,stroke-width:2px,rx:8,ry:8
class A prompt
class B inspect
class C advise
class D apply
class E operate
💬 Prompt: Type prompts in Claude Code, Desktop, or Cursor
🔍 Inspect: Reads cluster, costs, and Retriever archive
💡 Advise: Returns Helm values, drop rules, or backfill plans
🚀 Apply: Operator approves; MCP deploys via Helm and git
📈 Operate: Iterates with more tool calls against the apps
Get started
Run the install steps. See tools for behavior and arguments. See FAQ for operational details.